This book consists of three volumes. Volume I was published in April 2022. Volumes II and II are scheduled for the autumn of 2023.
In Volume I, we discuss models for count data and continuous data with an excessive number of zeros. All models are extensions of generalised linear models (GLMs). In Volume II, we analyse count data, continuous data and proportional data using GLMMs. Hence, we will extend the models from Volume I with random effects. In Volume II, we extend the models from Volumes I and II towards GAMs and GAMMs. Volume I can be read as a stand-alone. Volume II assumes that you have read Volume I, and Volume III is a continuation of Volume II.
For a detailed description, table of contents, R code and data sets, click on this link.